{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian Regression - Inference Algorithms (Part 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In [Part I](bayesian_regression.ipynb), we looked at how to perform inference on a simple Bayesian linear regression model using SVI.  In this tutorial, we'll explore more expressive guides as well as exact inference techniques.  We'll use the same dataset as before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reset -sf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "import os\n",
    "\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from torch.distributions import constraints\n",
    "\n",
    "import pyro\n",
    "import pyro.distributions as dist\n",
    "import pyro.optim as optim\n",
    "\n",
    "pyro.set_rng_seed(1)\n",
    "assert pyro.__version__.startswith('1.7.0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.style.use('default')\n",
    "\n",
    "logging.basicConfig(format='%(message)s', level=logging.INFO)\n",
    "smoke_test = ('CI' in os.environ)\n",
    "pyro.set_rng_seed(1)\n",
    "DATA_URL = \"https://d2hg8soec8ck9v.cloudfront.net/datasets/rugged_data.csv\"\n",
    "rugged_data = pd.read_csv(DATA_URL, encoding=\"ISO-8859-1\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bayesian Linear Regression\n",
    "\n",
    "Our goal is once again to predict log GDP per capita of a nation as a function of two features from the dataset - whether the nation is in Africa, and its Terrain Ruggedness Index, but we will explore more expressive guides."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model + Guide\n",
    "\n",
    "We will write out the model again, similar to that in [Part I](bayesian_regression.ipynb), but explicitly without the use of `PyroModule`.  We will write out each term in the regression, using the same priors. `bA` and `bR` are regression coefficients corresponding to  `is_cont_africa` and `ruggedness`, `a` is the intercept, and `bAR` is the correlating factor between the two features.\n",
    "\n",
    "Writing down a guide will proceed in close analogy to the construction of our model, with the key difference that the guide parameters need to be trainable. To do this we register the guide parameters in the ParamStore using `pyro.param()`. Note the positive constraints on scale parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def model(is_cont_africa, ruggedness, log_gdp):\n",
    "    a = pyro.sample(\"a\", dist.Normal(0., 10.))\n",
    "    b_a = pyro.sample(\"bA\", dist.Normal(0., 1.))\n",
    "    b_r = pyro.sample(\"bR\", dist.Normal(0., 1.))\n",
    "    b_ar = pyro.sample(\"bAR\", dist.Normal(0., 1.))\n",
    "    sigma = pyro.sample(\"sigma\", dist.Uniform(0., 10.))\n",
    "    mean = a + b_a * is_cont_africa + b_r * ruggedness + b_ar * is_cont_africa * ruggedness\n",
    "    with pyro.plate(\"data\", len(ruggedness)):\n",
    "        pyro.sample(\"obs\", dist.Normal(mean, sigma), obs=log_gdp)\n",
    "        \n",
    "def guide(is_cont_africa, ruggedness, log_gdp):\n",
    "    a_loc = pyro.param('a_loc', torch.tensor(0.))\n",
    "    a_scale = pyro.param('a_scale', torch.tensor(1.),\n",
    "                         constraint=constraints.positive)\n",
    "    sigma_loc = pyro.param('sigma_loc', torch.tensor(1.),\n",
    "                             constraint=constraints.positive)\n",
    "    weights_loc = pyro.param('weights_loc', torch.randn(3))\n",
    "    weights_scale = pyro.param('weights_scale', torch.ones(3),\n",
    "                               constraint=constraints.positive)\n",
    "    a = pyro.sample(\"a\", dist.Normal(a_loc, a_scale))\n",
    "    b_a = pyro.sample(\"bA\", dist.Normal(weights_loc[0], weights_scale[0]))\n",
    "    b_r = pyro.sample(\"bR\", dist.Normal(weights_loc[1], weights_scale[1]))\n",
    "    b_ar = pyro.sample(\"bAR\", dist.Normal(weights_loc[2], weights_scale[2]))\n",
    "    sigma = pyro.sample(\"sigma\", dist.Normal(sigma_loc, torch.tensor(0.05)))\n",
    "    mean = a + b_a * is_cont_africa + b_r * ruggedness + b_ar * is_cont_africa * ruggedness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Utility function to print latent sites' quantile information.\n",
    "def summary(samples):\n",
    "    site_stats = {}\n",
    "    for site_name, values in samples.items():\n",
    "        marginal_site = pd.DataFrame(values)\n",
    "        describe = marginal_site.describe(percentiles=[.05, 0.25, 0.5, 0.75, 0.95]).transpose()\n",
    "        site_stats[site_name] = describe[[\"mean\", \"std\", \"5%\", \"25%\", \"50%\", \"75%\", \"95%\"]]\n",
    "    return site_stats\n",
    "\n",
    "# Prepare training data\n",
    "df = rugged_data[[\"cont_africa\", \"rugged\", \"rgdppc_2000\"]]\n",
    "df = df[np.isfinite(df.rgdppc_2000)]\n",
    "df[\"rgdppc_2000\"] = np.log(df[\"rgdppc_2000\"])\n",
    "train = torch.tensor(df.values, dtype=torch.float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SVI\n",
    "\n",
    "As before, we will use SVI to perform inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Elbo loss: 5795.467590510845\n",
      "Elbo loss: 415.8169444799423\n",
      "Elbo loss: 250.71916329860687\n",
      "Elbo loss: 247.19457268714905\n",
      "Elbo loss: 249.2004036307335\n",
      "Elbo loss: 250.96484470367432\n",
      "Elbo loss: 249.35092514753342\n",
      "Elbo loss: 248.7831552028656\n",
      "Elbo loss: 248.62140649557114\n",
      "Elbo loss: 250.4274433851242\n"
     ]
    }
   ],
   "source": [
    "from pyro.infer import SVI, Trace_ELBO\n",
    "\n",
    "\n",
    "svi = SVI(model, \n",
    "          guide, \n",
    "          optim.Adam({\"lr\": .05}), \n",
    "          loss=Trace_ELBO())\n",
    "\n",
    "is_cont_africa, ruggedness, log_gdp = train[:, 0], train[:, 1], train[:, 2]\n",
    "pyro.clear_param_store()\n",
    "num_iters = 5000 if not smoke_test else 2\n",
    "for i in range(num_iters):\n",
    "    elbo = svi.step(is_cont_africa, ruggedness, log_gdp)\n",
    "    if i % 500 == 0:\n",
    "        logging.info(\"Elbo loss: {}\".format(elbo))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyro.infer import Predictive\n",
    "\n",
    "\n",
    "num_samples = 1000\n",
    "predictive = Predictive(model, guide=guide, num_samples=num_samples)\n",
    "svi_samples = {k: v.reshape(num_samples).detach().cpu().numpy()\n",
    "               for k, v in predictive(log_gdp, is_cont_africa, ruggedness).items()\n",
    "               if k != \"obs\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us observe the posterior distribution over the different latent variables in the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Site: a\n",
      "       mean       std       5%       25%       50%       75%      95%\n",
      "0  9.177024  0.059607  9.07811  9.140463  9.178211  9.217098  9.27152 \n",
      "\n",
      "Site: bA\n",
      "       mean       std       5%       25%       50%       75%       95%\n",
      "0 -1.890622  0.122805 -2.08849 -1.979107 -1.887476 -1.803683 -1.700853 \n",
      "\n",
      "Site: bR\n",
      "       mean       std       5%       25%       50%       75%       95%\n",
      "0 -0.157847  0.039538 -0.22324 -0.183673 -0.157873 -0.133102 -0.091713 \n",
      "\n",
      "Site: bAR\n",
      "       mean       std        5%       25%       50%       75%       95%\n",
      "0  0.304515  0.067683  0.194583  0.259464  0.304907  0.348932  0.415128 \n",
      "\n",
      "Site: sigma\n",
      "       mean       std        5%       25%       50%       75%       95%\n",
      "0  0.902898  0.047971  0.824166  0.870317  0.901981  0.935171  0.981577 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "for site, values in summary(svi_samples).items():\n",
    "    print(\"Site: {}\".format(site))\n",
    "    print(values, \"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HMC\n",
    "\n",
    "In contrast to using variational inference which gives us an approximate posterior over our latent variables, we can also do exact inference using [Markov Chain Monte Carlo](http://docs.pyro.ai/en/dev/mcmc.html) (MCMC), a class of algorithms that in the limit, allow us to draw unbiased samples from the true posterior. The algorithm that we will be using is called the No-U Turn Sampler (NUTS) \\[1\\], which provides an efficient and automated way of running Hamiltonian Monte Carlo.  It is slightly slower than variational inference, but provides an exact estimate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sample: 100%|██████████| 1200/1200 [00:30, 38.99it/s, step size=2.76e-01, acc. prob=0.934]\n"
     ]
    }
   ],
   "source": [
    "from pyro.infer import MCMC, NUTS\n",
    "\n",
    "\n",
    "nuts_kernel = NUTS(model)\n",
    "\n",
    "mcmc = MCMC(nuts_kernel, num_samples=1000, warmup_steps=200)\n",
    "mcmc.run(is_cont_africa, ruggedness, log_gdp)\n",
    "\n",
    "hmc_samples = {k: v.detach().cpu().numpy() for k, v in mcmc.get_samples().items()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Site: a\n",
      "       mean      std        5%       25%       50%       75%       95%\n",
      "0  9.182098  0.13545  8.958712  9.095588  9.181347  9.277673  9.402615 \n",
      "\n",
      "Site: bA\n",
      "       mean       std       5%       25%       50%      75%       95%\n",
      "0 -1.847651  0.217768 -2.19934 -1.988024 -1.846978 -1.70495 -1.481822 \n",
      "\n",
      "Site: bR\n",
      "       mean       std        5%       25%       50%       75%       95%\n",
      "0 -0.183031  0.078067 -0.311403 -0.237077 -0.185945 -0.131043 -0.051233 \n",
      "\n",
      "Site: bAR\n",
      "       mean       std        5%       25%      50%       75%       95%\n",
      "0  0.348332  0.127478  0.131907  0.266548  0.34641  0.427984  0.560221 \n",
      "\n",
      "Site: sigma\n",
      "       mean       std        5%       25%       50%       75%       95%\n",
      "0  0.952041  0.052024  0.869388  0.914335  0.949961  0.986266  1.038723 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "for site, values in summary(hmc_samples).items():\n",
    "    print(\"Site: {}\".format(site))\n",
    "    print(values, \"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing Posterior Distributions\n",
    "\n",
    "Let us compare the posterior distribution of the latent variables that we obtained from variational inference with those from Hamiltonian Monte Carlo. As can be seen below, for Variational Inference, the marginal distribution of the different regression coefficients is under-dispersed w.r.t. the true posterior (from HMC). This is an artifact of the *KL(q||p)* loss (the KL divergence of the true posterior from the approximate posterior) that is minimized by Variational Inference.\n",
    "\n",
    "This can be better seen when we plot different cross sections from the joint posterior distribution overlaid with the approximate posterior from variational inference. Note that since our variational family has diagonal covariance, we cannot model any correlation between the latents and the resulting approximation is overconfident (under-dispersed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sites = [\"a\", \"bA\", \"bR\", \"bAR\", \"sigma\"]\n",
    "\n",
    "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 10))\n",
    "fig.suptitle(\"Marginal Posterior density - Regression Coefficients\", fontsize=16)\n",
    "for i, ax in enumerate(axs.reshape(-1)):\n",
    "    site = sites[i]\n",
    "    sns.distplot(svi_samples[site], ax=ax, label=\"SVI (DiagNormal)\")\n",
    "    sns.distplot(hmc_samples[site], ax=ax, label=\"HMC\")\n",
    "    ax.set_title(site)\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
    "fig.suptitle(\"Cross-section of the Posterior Distribution\", fontsize=16)\n",
    "sns.kdeplot(hmc_samples[\"bA\"], hmc_samples[\"bR\"], ax=axs[0], shade=True, label=\"HMC\")\n",
    "sns.kdeplot(svi_samples[\"bA\"], svi_samples[\"bR\"], ax=axs[0], label=\"SVI (DiagNormal)\")\n",
    "axs[0].set(xlabel=\"bA\", ylabel=\"bR\", xlim=(-2.5, -1.2), ylim=(-0.5, 0.1))\n",
    "sns.kdeplot(hmc_samples[\"bR\"], hmc_samples[\"bAR\"], ax=axs[1], shade=True, label=\"HMC\")\n",
    "sns.kdeplot(svi_samples[\"bR\"], svi_samples[\"bAR\"], ax=axs[1], label=\"SVI (DiagNormal)\")\n",
    "axs[1].set(xlabel=\"bR\", ylabel=\"bAR\", xlim=(-0.45, 0.05), ylim=(-0.15, 0.8))\n",
    "handles, labels = axs[1].get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MultivariateNormal Guide\n",
    "\n",
    "As comparison to the previously obtained results from Diagonal Normal guide, we will now use a guide that generates samples from a Cholesky factorization of a multivariate normal distribution.  This allows us to capture the correlations between the latent variables via a covariance matrix.  If we wrote this manually, we would need to combine all the latent variables so we could sample a Multivarite Normal jointly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Elbo loss: 703.0100790262222\n",
      "Elbo loss: 444.6930855512619\n",
      "Elbo loss: 258.20718491077423\n",
      "Elbo loss: 249.05364602804184\n",
      "Elbo loss: 247.2170884013176\n",
      "Elbo loss: 247.28261297941208\n",
      "Elbo loss: 246.61236548423767\n",
      "Elbo loss: 249.86004841327667\n",
      "Elbo loss: 249.1157277226448\n",
      "Elbo loss: 249.86634194850922\n"
     ]
    }
   ],
   "source": [
    "from pyro.infer.autoguide import AutoMultivariateNormal, init_to_mean\n",
    "\n",
    "\n",
    "guide = AutoMultivariateNormal(model, init_loc_fn=init_to_mean)\n",
    "\n",
    "svi = SVI(model, \n",
    "          guide, \n",
    "          optim.Adam({\"lr\": .01}), \n",
    "          loss=Trace_ELBO())\n",
    "\n",
    "is_cont_africa, ruggedness, log_gdp = train[:, 0], train[:, 1], train[:, 2]\n",
    "pyro.clear_param_store()\n",
    "for i in range(num_iters):\n",
    "    elbo = svi.step(is_cont_africa, ruggedness, log_gdp)\n",
    "    if i % 500 == 0:\n",
    "        logging.info(\"Elbo loss: {}\".format(elbo))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the shape of the posteriors again.  You can see the multivariate guide is able to capture more of the true posterior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "predictive = Predictive(model, guide=guide, num_samples=num_samples)\n",
    "svi_mvn_samples = {k: v.reshape(num_samples).detach().cpu().numpy() \n",
    "                   for k, v in predictive(log_gdp, is_cont_africa, ruggedness).items()\n",
    "                   if k != \"obs\"}\n",
    "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 10))\n",
    "fig.suptitle(\"Marginal Posterior density - Regression Coefficients\", fontsize=16)\n",
    "for i, ax in enumerate(axs.reshape(-1)):\n",
    "    site = sites[i]\n",
    "    sns.distplot(svi_mvn_samples[site], ax=ax, label=\"SVI (Multivariate Normal)\")\n",
    "    sns.distplot(hmc_samples[site], ax=ax, label=\"HMC\")\n",
    "    ax.set_title(site)\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's compare the posterior computed by the Diagonal Normal guide vs the Multivariate Normal guide.  Note that the multivariate distribution is more dispresed than the Diagonal Normal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
    "fig.suptitle(\"Cross-sections of the Posterior Distribution\", fontsize=16)\n",
    "sns.kdeplot(svi_samples[\"bA\"], svi_samples[\"bR\"], ax=axs[0], label=\"SVI (Diagonal Normal)\")\n",
    "sns.kdeplot(svi_mvn_samples[\"bA\"], svi_mvn_samples[\"bR\"], ax=axs[0], shade=True, label=\"SVI (Multivariate Normal)\")\n",
    "axs[0].set(xlabel=\"bA\", ylabel=\"bR\", xlim=(-2.5, -1.2), ylim=(-0.5, 0.1))\n",
    "sns.kdeplot(svi_samples[\"bR\"], svi_samples[\"bAR\"], ax=axs[1], label=\"SVI (Diagonal Normal)\")\n",
    "sns.kdeplot(svi_mvn_samples[\"bR\"], svi_mvn_samples[\"bAR\"], ax=axs[1], shade=True, label=\"SVI (Multivariate Normal)\")\n",
    "axs[1].set(xlabel=\"bR\", ylabel=\"bAR\", xlim=(-0.45, 0.05), ylim=(-0.15, 0.8))\n",
    "handles, labels = axs[1].get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and the Multivariate guide with the posterior computed by HMC.  Note that the Multivariate guide better captures the true posterior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
    "fig.suptitle(\"Cross-sections of the Posterior Distribution\", fontsize=16)\n",
    "sns.kdeplot(hmc_samples[\"bA\"], hmc_samples[\"bR\"], ax=axs[0], shade=True, label=\"HMC\")\n",
    "sns.kdeplot(svi_mvn_samples[\"bA\"], svi_mvn_samples[\"bR\"], ax=axs[0], label=\"SVI (Multivariate Normal)\")\n",
    "axs[0].set(xlabel=\"bA\", ylabel=\"bR\", xlim=(-2.5, -1.2), ylim=(-0.5, 0.1))\n",
    "sns.kdeplot(hmc_samples[\"bR\"], hmc_samples[\"bAR\"], ax=axs[1], shade=True, label=\"HMC\")\n",
    "sns.kdeplot(svi_mvn_samples[\"bR\"], svi_mvn_samples[\"bAR\"], ax=axs[1], label=\"SVI (Multivariate Normal)\")\n",
    "axs[1].set(xlabel=\"bR\", ylabel=\"bAR\", xlim=(-0.45, 0.05), ylim=(-0.15, 0.8))\n",
    "handles, labels = axs[1].get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "[1] Hoffman, Matthew D., and Andrew Gelman. \"The No-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo.\" Journal of Machine Learning Research 15.1 (2014): 1593-1623.  https://arxiv.org/abs/1111.4246."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
